{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "from utils_1d import offline_opt \n",
    "from utils_1d import best_linear\n",
    "from utils_1d import vis\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implement R-OBD controller for 1-d system.\n",
    "\n",
    "The dynamics is\n",
    "$$x_{t+1} = a x_t + u_t + w_t.$$\n",
    "\n",
    "The cost is\n",
    "$$\\sum_{t=0}^Tq|x_t|^2+|u_t|^2$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define \n",
    "$$y_t = a y_{t-1} + u_t,$$\n",
    "where $y_{-1} = 0$.\n",
    "\n",
    "Define\n",
    "$$z_t = a z_{t-1} + w_t,$$\n",
    "where $z_{-1} = x_0$.\n",
    "\n",
    "Notice that after defining $y_t$ and $z_t$, we can represent $x_{t+1}$ as\n",
    "$$x_{t+1}=y_t+z_t.$$\n",
    "\n",
    "Then we can transform the online control problem to an online optimization with memory, where hitting cost is $f_t(y) = q(y + z_t)^2$ and the switching cost is $c(y) = (y - ay_{t-1})^2$.\n",
    "\n",
    "After solving $y_t$, we use\n",
    "$$u_t = y_t - a y_{t-1}$$\n",
    "to determine the control action $u_t$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ROBD_Controller:\n",
    "    def __init__(self, x0, a, Q, lambda_1, lambda_2=0.0, epsilon=0.0, Optimistic=False, Smooth=True):\n",
    "        '''\n",
    "        ROBD:       Optimistic=False\n",
    "        Op-ROBD:    Optimistic=True\n",
    "        If Smooth=True, the estimation set W_t = w_{t-1} + (-epsilon, epsilon)\n",
    "        If Smooth=False, the estimation set W_t = (-epsilon, epsilon)\n",
    "        '''\n",
    "        self.lambda_1 = lambda_1\n",
    "        self.lambda_2 = lambda_2\n",
    "        self.Optimistic = Optimistic\n",
    "        self.Smooth = Smooth\n",
    "        self.epsilon = epsilon\n",
    "        self.a = a\n",
    "        self.Q = Q\n",
    "        self.x = [x0]\n",
    "        self.u = [0.0]\n",
    "        self.y = [0.0] #for convenience, we query y_t by index, self.y=[y_{t-1}, y_{t-2}]\n",
    "        self.noisy_y = [0.0] #This is a noisy estimation of accurate y\n",
    "        self.z = [x0] #for convenience, we query z_t by index\n",
    "        self.w_seq = [0.0] #noise sequence\n",
    "        self.trace = []\n",
    "    def ROBD(self, z, y):\n",
    "        temp = self.Q*z + self.lambda_1*(-self.a*y) + self.lambda_2*z\n",
    "        return - temp / (self.Q + self.lambda_1 + self.lambda_2)\n",
    "    \n",
    "    #Tell the current state to the algorithm, ask it to determine the control action\n",
    "    def query(self, state, w_next=0, w_prev=0, shift=True):\n",
    "        if(len(self.x) >= 2): #we do not compute the noise when the game begins\n",
    "            last_w = w_prev #get the last time step's w \n",
    "            self.w_seq.append(last_w) #record the last noise\n",
    "        self.x.append(state)\n",
    "        \n",
    "        if(len(self.x) >= 3):\n",
    "            #First, calculate the accurate y_{t-1} using the knowledge of accurate w_{t-1}\n",
    "            last_z = self.a * self.z[-1] + self.w_seq[-1]\n",
    "            last_y = self.ROBD(last_z, self.y[-1]) #Oracle ROBD's action\n",
    "            \n",
    "            # To deal with the numerical issue (see Apendix G)\n",
    "            # note that x_{t+1} = y_t + z_t = y_t - c + z_t + c and we can take the following translation!\n",
    "            if np.abs(last_z) > 50.0 and shift:\n",
    "                last_y += last_z\n",
    "                self.noisy_y[-1] += last_z\n",
    "                last_z = 0.0\n",
    "            # note that x_{t+1} (state) should exactly match with y_t + z_t\n",
    "            self.noisy_y[-1] = state - last_z\n",
    "            \n",
    "            self.z.append(last_z)\n",
    "            self.y.append(last_y)   \n",
    "                \n",
    "        #Next, use w_{t-1} as an estimation of w_t and calculate u_t\n",
    "        if not self.Optimistic:\n",
    "            last_z = self.a * self.z[-1] + w_next # ROBD\n",
    "            last_y = self.ROBD(last_z, self.y[-1])\n",
    "        else:\n",
    "            # If smooth, | z - (self.a * self.z[-1] + self.w_seq[-1]) | < epsilon\n",
    "            # If not smooth, | z - a * self.z[-1] | < epsilon\n",
    "            if self.Smooth:\n",
    "                last_z = self.a * self.z[-1] + self.w_seq[-1]\n",
    "            else:\n",
    "                last_z = self.a * self.z[-1]\n",
    "            stationary_y = -self.a * self.y[-1]\n",
    "            if(stationary_y < last_z - self.epsilon):\n",
    "                last_z -= self.epsilon\n",
    "            elif(stationary_y > last_z + self.epsilon):\n",
    "                last_z += self.epsilon\n",
    "            else:\n",
    "                last_z = stationary_y\n",
    "            last_y = self.ROBD(last_z, self.y[-1])\n",
    "            \n",
    "        last_u = last_y - self.a * self.noisy_y[-1]\n",
    "        self.noisy_y.append(last_y)\n",
    "        self.u.append(last_u)\n",
    "        \n",
    "        return last_u\n",
    "    \n",
    "    #Calculate the total cost of ROBD on a sequence of noise w_t\n",
    "    def total_cost(self, noise_seq, x0, T, shift=True):\n",
    "        total = 0.0\n",
    "        state = x0\n",
    "        self.trace = [x0]\n",
    "        for t in range(T):\n",
    "            control_action = self.query(state, w_next=noise_seq[t], w_prev=noise_seq[t-1], shift=shift) #query the control action\n",
    "            state = self.a * state + control_action + noise_seq[t] #evolve\n",
    "            total += self.Q * state**2\n",
    "            total += control_action**2\n",
    "            self.trace.append(state)\n",
    "        return total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "T = 200\n",
    "x0 = 0.0\n",
    "q = 8.0\n",
    "a = 2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost(OPT) = 40.10400377446631\n",
      "cost(LC) = 719.2447077315862\n",
      "K* = 1.8088088088088088\n",
      "cost(LC)/cost(OPT) = 17.93448633648693\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Random w\n",
    "w = 2 * (np.random.uniform(size=T) - 0.5)\n",
    "\n",
    "x_opt, u_opt, loss_opt = offline_opt(x0, q, a, T, w)\n",
    "K_opt, loss_lc, x_lc, u_lc = best_linear(x0, q, T, a, w)\n",
    "print('cost(OPT) =', loss_opt)\n",
    "print('cost(LC) =', loss_lc)\n",
    "print('K* =', K_opt)\n",
    "print('cost(LC)/cost(OPT) =', loss_lc/loss_opt)\n",
    "\n",
    "vis([[x_opt, u_opt, w], [x_lc, u_lc, w]], ['OPT', 'LC'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost(OPT) = 40.10400377446631\n",
      "cost(LC) = 719.2447077315862\n",
      "K* = 1.8088088088088088\n",
      "cost(LC)/cost(OPT) = 17.93448633648693\n",
      "ROBD: The minimum cost is: 56.80102336634268  achieved at lambda =  0.7437185929648241\n",
      "Op_ROBD: The minimum cost is: 719.2449108543454  achieved at lambda =  0.8442211055276382\n"
     ]
    }
   ],
   "source": [
    "lam = np.linspace(0, 2, 200)\n",
    "ROBD = []\n",
    "Op_ROBD = []\n",
    "for l in lam:\n",
    "    ROBD_instance = ROBD_Controller(x0=x0, a=a, Q=q, lambda_1=l, lambda_2=0.0)\n",
    "    ROBD_cost = ROBD_instance.total_cost(w, x0=x0, T=T)\n",
    "    \n",
    "    Op_ROBD_instance = ROBD_Controller(x0=x0, a=a, Q=q, lambda_1=l, lambda_2=0.0, epsilon=1.0, Optimistic=True, Smooth=False)\n",
    "    Op_ROBD_cost = Op_ROBD_instance.total_cost(w, x0=x0, T=T)\n",
    "    \n",
    "    ROBD.append(ROBD_cost)\n",
    "    Op_ROBD.append(Op_ROBD_cost)\n",
    "\n",
    "plt.plot(lam, ROBD/loss_opt)\n",
    "plt.plot(lam, Op_ROBD/loss_opt)\n",
    "plt.hlines(y=loss_lc/loss_opt, xmin=lam[0], xmax=lam[-1], colors='r')\n",
    "plt.hlines(y=loss_opt/loss_opt, xmin=lam[0], xmax=lam[-1], colors='r', linestyles='--')\n",
    "plt.legend([r'Op-ROBD ($w_t$ known at $t$)', r'Op-ROBD ($w_t$ unknown at $t$)', 'LC', 'OPT'], fontsize=18)\n",
    "plt.xlabel(r'$\\lambda$', fontsize=18)\n",
    "plt.ylabel('normalized cost', fontsize=18)\n",
    "plt.tick_params(labelsize=18)\n",
    "plt.title(r'(a) 1-d system, $w_t\\sim U(-1,1)$', fontsize=20)\n",
    "plt.tight_layout()\n",
    "#plt.savefig('random_1d.pdf')\n",
    "plt.show()\n",
    "\n",
    "print('cost(OPT) =', loss_opt)\n",
    "print('cost(LC) =', loss_lc)\n",
    "print('K* =', K_opt)\n",
    "print('cost(LC)/cost(OPT) =', loss_lc/loss_opt)\n",
    "print(\"ROBD: The minimum cost is:\", np.min(ROBD), \" achieved at lambda = \", lam[np.argmin(ROBD)])\n",
    "print(\"Op_ROBD: The minimum cost is:\", np.min(Op_ROBD), \" achieved at lambda = \", lam[np.argmin(Op_ROBD)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost(OPT) = 236.782429461645\n",
      "cost(LC) = 1276.7882874463162\n",
      "K* = 2.921921921921922\n",
      "cost(LC)/cost(OPT) = 5.392242533997378\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Random walk w\n",
    "temp = 0.4 * (np.random.uniform(size=T+1) - 0.5)\n",
    "for t in range(T):\n",
    "    w[t] = np.sum(temp[:t+1])\n",
    "        \n",
    "x_opt, u_opt, loss_opt = offline_opt(x0, q, a, T, w)\n",
    "K_opt, loss_lc, x_lc, u_lc = best_linear(x0, q, T, a, w)\n",
    "print('cost(OPT) =', loss_opt)\n",
    "print('cost(LC) =', loss_lc)\n",
    "print('K* =', K_opt)\n",
    "print('cost(LC)/cost(OPT) =', loss_lc/loss_opt)\n",
    "\n",
    "vis([[x_opt, u_opt, w], [x_lc, u_lc, w]], ['OPT', 'LC'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost(OPT) = 236.782429461645\n",
      "cost(LC) = 1276.7882874463162\n",
      "K* = 2.921921921921922\n",
      "cost(LC)/cost(OPT) = 5.392242533997378\n",
      "ROBD: The minimum cost is: 268.6365688017216  achieved at lambda =  0.0\n",
      "Op_ROBD: The minimum cost is: 438.13737017087874  achieved at lambda =  0.0\n"
     ]
    }
   ],
   "source": [
    "lam = np.linspace(0, 2, 200)\n",
    "ROBD = []\n",
    "Op_ROBD = []\n",
    "for l in lam:\n",
    "    ROBD_instance = ROBD_Controller(x0=x0, a=a, Q=q, lambda_1=l, lambda_2=0.0)\n",
    "    ROBD_cost = ROBD_instance.total_cost(w, x0=x0, T=T)\n",
    "    \n",
    "    Op_ROBD_instance = ROBD_Controller(x0=x0, a=a, Q=q, lambda_1=l, lambda_2=0.0, epsilon=0.2, Optimistic=True, Smooth=True)\n",
    "    Op_ROBD_cost = Op_ROBD_instance.total_cost(w, x0=x0, T=T)\n",
    "    \n",
    "    ROBD.append(ROBD_cost)\n",
    "    Op_ROBD.append(Op_ROBD_cost)\n",
    "\n",
    "plt.plot(lam, ROBD/loss_opt)\n",
    "plt.plot(lam, Op_ROBD/loss_opt)\n",
    "plt.hlines(y=loss_lc/loss_opt, xmin=lam[0], xmax=lam[-1], colors='r')\n",
    "plt.hlines(y=loss_opt/loss_opt, xmin=lam[0], xmax=lam[-1], colors='r', linestyles='--')\n",
    "plt.legend([r'Op-ROBD ($w_t$ known at $t$)', r'Op-ROBD ($w_t$ unknown at $t$)', 'LC', 'OPT'], fontsize=18)\n",
    "plt.xlabel(r'$\\lambda$', fontsize=18)\n",
    "plt.ylabel('normalized cost', fontsize=18)\n",
    "plt.tick_params(labelsize=18)\n",
    "plt.title(r'(b) 1-d, $w_t\\sim w_{t-1}+U(-0.2,0.2)$', fontsize=20)\n",
    "plt.tight_layout()\n",
    "#plt.savefig('random_1d.pdf')\n",
    "plt.show()\n",
    "\n",
    "print('cost(OPT) =', loss_opt)\n",
    "print('cost(LC) =', loss_lc)\n",
    "print('K* =', K_opt)\n",
    "print('cost(LC)/cost(OPT) =', loss_lc/loss_opt)\n",
    "print(\"ROBD: The minimum cost is:\", np.min(ROBD), \" achieved at lambda = \", lam[np.argmin(ROBD)])\n",
    "print(\"Op_ROBD: The minimum cost is:\", np.min(Op_ROBD), \" achieved at lambda = \", lam[np.argmin(Op_ROBD)])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
